{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UNets in JAX\n",
    "\n",
    "A simple implementation of a hierarchical convolutional neural network in JAX;\n",
    "used to learn a solver to a 1d Poisson equation.\n",
    "\n",
    "$$ \\frac{d^2 u}{dx^2} = - f(x) \\qquad u(x=0) = u(x=L) = 0$$\n",
    "\n",
    "The Poisson equation (together with homogeneous Dirichlet boundary conditions)\n",
    "maps a force field $f(x)$ to the displacement of thin string $u(x)$.\n",
    "\n",
    "The UNet $f_\\theta$ is trained to map $f(x) \\mapsto u(x)$."
   ]
  },
  {
   "attachments": {
    "unet-schematic.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Original UNet schematic by Ronneberger et al. (2015) (our concrete\n",
    "implementation deviates from this):\n",
    "\n",
    "![unet-schematic.png](attachment:unet-schematic.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The concrete scenario will be forcing functions based on a discontinuity:\n",
    "\n",
    "$$ f(x) = \\begin{cases} 1 & \\text{if } x \\in [l_0, l_1] \\\\ 0 & \\text{otherwise} \\end{cases} $$\n",
    "\n",
    "with $l_0 \\propto \\mathcal{U}(\\frac{1}{5}L, \\frac{2}{5}L)$ and $l_1 \\propto \\mathcal{U}( \\frac{3}{5}L, \\frac{4}{5}L)$.\n",
    "\n",
    "We will draw 1'000 forcing functions and then discretize them on a grid of $32$\n",
    "interior nodes. A reference solution is computed by a direct linear solver\n",
    "applied to the three-point discretization.\n",
    "\n",
    "With a 4:1 train/test split, the UNet is trained on MSE error on batch size of\n",
    "32 for 100 epochs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Modifications from the classical UNet:\n",
    "\n",
    "* use linear convolution for downscaling instead of max pooling\n",
    "* downscaling and upscaling are a 3x3 convolution with stride 2 (instead of 2x2)\n",
    "* \"same\" padding to never have issues with spatial sizes\n",
    "* no normalization layers for simplicity\n",
    "* variable number levels (here we will use two)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import jax.tree_util as jtu\n",
    "import equinox as eqx\n",
    "from typing import Callable\n",
    "import optax\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm.autonotebook import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"dark_background\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_POINTS = 32\n",
    "NUM_SAMPLES = 1000\n",
    "DOMAIN_EXTENT = 5.0\n",
    "# Grid excludes the two Dirichlet points\n",
    "grid = jnp.linspace(0, DOMAIN_EXTENT, NUM_POINTS+2)[1:-1]\n",
    "dx = grid[1] - grid[0]\n",
    "\n",
    "A = jnp.diag(jnp.ones(NUM_POINTS-1), -1) - 2*jnp.diag(jnp.ones(NUM_POINTS), 0) + jnp.diag(jnp.ones(NUM_POINTS-1), 1)\n",
    "A = A / dx**2\n",
    "\n",
    "def solve_poisson(f):\n",
    "    return jnp.linalg.solve(A, -f)\n",
    "\n",
    "def create_discontinuity(key):\n",
    "    limit_1_key, limit_2_key = jax.random.split(key)\n",
    "    lower_limit = jax.random.uniform(limit_1_key, (), minval=0.2*DOMAIN_EXTENT, maxval=0.4*DOMAIN_EXTENT)\n",
    "    upper_limit = jax.random.uniform(limit_2_key, (), minval=0.6*DOMAIN_EXTENT, maxval=0.8*DOMAIN_EXTENT)\n",
    "\n",
    "    discontinuity = jnp.where((grid >= lower_limit) & (grid <= upper_limit), 1.0, 0.0)\n",
    "\n",
    "    return discontinuity\n",
    "\n",
    "primary_key = jax.random.PRNGKey(0)\n",
    "keys = jax.random.split(primary_key, NUM_SAMPLES)\n",
    "force_fields = jax.vmap(create_discontinuity)(keys)\n",
    "displacement_fields = jax.vmap(solve_poisson)(force_fields)\n",
    "\n",
    "# Add a singleton channel axis\n",
    "displacement_fields = displacement_fields[:, None, :]\n",
    "force_fields = force_fields[:, None, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1000, 1, 32), (1000, 1, 32))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "force_fields.shape, displacement_fields.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9fac155ae0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(grid, force_fields[0, 0], label=\"force field\")\n",
    "plt.plot(grid, displacement_fields[0, 0], label=\"displacement field\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(grid, force_fields[:10, 0].T);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(grid, displacement_fields[:10, 0].T);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4:1 train test split\n",
    "split_index = NUM_SAMPLES // 5 * 4\n",
    "train_x, test_x = force_fields[:split_index], force_fields[split_index:]\n",
    "train_y, test_y = displacement_fields[:split_index], displacement_fields[split_index:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((800, 1, 32), (800, 1, 32))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_x.shape, train_y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((200, 1, 32), (200, 1, 32))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_x.shape, test_y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DoubleConv(eqx.Module):\n",
    "    conv_1: eqx.nn.Conv\n",
    "    conv_2: eqx.nn.Conv\n",
    "    activation: Callable\n",
    "\n",
    "    def __init__(\n",
    "        self,\n",
    "        num_spatial_dims: int,\n",
    "        in_channels: int,\n",
    "        out_channels: int,\n",
    "        activation: Callable,\n",
    "        *,\n",
    "        key,\n",
    "    ):\n",
    "        c_1_key, c_2_key = jax.random.split(key)\n",
    "        self.conv_1 = eqx.nn.Conv(\n",
    "            num_spatial_dims,\n",
    "            in_channels,\n",
    "            out_channels,\n",
    "            kernel_size=3,\n",
    "            padding=1,\n",
    "            key=c_1_key,\n",
    "        )\n",
    "        self.conv_2 = eqx.nn.Conv(\n",
    "            num_spatial_dims,\n",
    "            out_channels,\n",
    "            out_channels,\n",
    "            kernel_size=3,\n",
    "            padding=1,\n",
    "            key=c_2_key,\n",
    "        )\n",
    "        self.activation = activation\n",
    "    \n",
    "    def __call__(self, x: jax.Array):\n",
    "        x = self.conv_1(x)\n",
    "        x = self.activation(x)\n",
    "        x = self.conv_2(x)\n",
    "        x = self.activation(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class UNet(eqx.Module):\n",
    "    lifting: DoubleConv\n",
    "    down_sampling_blocks: list[eqx.nn.Conv]\n",
    "    left_arc_blocks: list[DoubleConv]\n",
    "    right_arc_blocks: list[DoubleConv]\n",
    "    up_sampling_blocks: list[eqx.nn.Conv]\n",
    "    projection: eqx.nn.Conv\n",
    "\n",
    "    def __init__(\n",
    "        self,\n",
    "        num_spatial_dims: int,\n",
    "        in_channels: int,\n",
    "        out_channels: int,\n",
    "        hidden_channels: int,\n",
    "        num_levels: int,\n",
    "        activation: Callable,\n",
    "        *,\n",
    "        key,\n",
    "    ):\n",
    "        key, lifting_key, projection_key = jax.random.split(key, 3)\n",
    "        self.lifting = DoubleConv(\n",
    "            num_spatial_dims,\n",
    "            in_channels,\n",
    "            hidden_channels,\n",
    "            activation,\n",
    "            key=lifting_key,\n",
    "        )\n",
    "        self.projection = eqx.nn.Conv(\n",
    "            num_spatial_dims,\n",
    "            hidden_channels,\n",
    "            out_channels,\n",
    "            kernel_size=1,\n",
    "            key=projection_key,\n",
    "        )\n",
    "\n",
    "        channel_list = [hidden_channels * 2**i for i in range(0, num_levels+1)]\n",
    "\n",
    "        self.down_sampling_blocks = []\n",
    "        self.left_arc_blocks = []\n",
    "        self.right_arc_blocks = []\n",
    "        self.up_sampling_blocks = []\n",
    "\n",
    "        for (upper_level_channels, lower_level_channels) in zip(\n",
    "            channel_list[:-1], channel_list[1:]\n",
    "        ):\n",
    "            key, down_key, left_key, right_key, up_key = jax.random.split(key, 5)\n",
    "\n",
    "            self.down_sampling_blocks.append(\n",
    "                eqx.nn.Conv(\n",
    "                    num_spatial_dims,\n",
    "                    upper_level_channels,\n",
    "                    upper_level_channels,\n",
    "                    kernel_size=3,\n",
    "                    stride=2,\n",
    "                    padding=1,\n",
    "                    key=down_key,\n",
    "                )\n",
    "            )\n",
    "            self.left_arc_blocks.append(\n",
    "                DoubleConv(\n",
    "                    num_spatial_dims,\n",
    "                    upper_level_channels,\n",
    "                    lower_level_channels,\n",
    "                    activation,\n",
    "                    key=left_key,\n",
    "                )\n",
    "            )\n",
    "            self.right_arc_blocks.append(\n",
    "                DoubleConv(\n",
    "                    num_spatial_dims,\n",
    "                    lower_level_channels,\n",
    "                    upper_level_channels,\n",
    "                    activation,\n",
    "                    key=right_key,\n",
    "                )\n",
    "            )\n",
    "            self.up_sampling_blocks.append(\n",
    "                eqx.nn.ConvTranspose(\n",
    "                    num_spatial_dims,\n",
    "                    lower_level_channels,\n",
    "                    upper_level_channels,\n",
    "                    kernel_size=3,\n",
    "                    stride=2,\n",
    "                    padding=1,\n",
    "                    output_padding=1,\n",
    "                    key=up_key,\n",
    "                )\n",
    "            )\n",
    "\n",
    "    def __call__(self, x: jax.Array):\n",
    "        x = self.lifting(x)\n",
    "        x_skips = []\n",
    "\n",
    "        # Left part of the arc\n",
    "        for down, left in zip(self.down_sampling_blocks, self.left_arc_blocks):\n",
    "            x_skips.append(x)\n",
    "            x = down(x)\n",
    "            x = left(x)\n",
    "        \n",
    "        # Right part of the arc\n",
    "        for right, up in zip(reversed(self.right_arc_blocks), reversed(self.up_sampling_blocks)):\n",
    "            x = up(x)\n",
    "            # Equinox is without batch axis by default, hence channels are at axis 0\n",
    "            x = jnp.concatenate([x, x_skips.pop()], axis=0)\n",
    "            x = right(x)\n",
    "        \n",
    "        x = self.projection(x)\n",
    "\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_parameters(model: eqx.Module):\n",
    "    return sum(p.size for p in jtu.tree_leaves(eqx.filter(model, eqx.is_array)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dataloader(\n",
    "    data,\n",
    "    *,\n",
    "    batch_size: int,\n",
    "    key,\n",
    "):\n",
    "    \"\"\"\n",
    "    Loop generator over the data. The data can be a PyTree or an Array. For\n",
    "    supervised learning problems you can also hand over a tuple of Arrays\n",
    "    (=PyTree).\n",
    "    \"\"\"\n",
    "\n",
    "    n_samples_list = [a.shape[0] for a in jtu.tree_leaves(data)]\n",
    "\n",
    "    if not all(n == n_samples_list[0] for n in n_samples_list):\n",
    "        raise ValueError(\n",
    "            \"All arrays / PyTree leaves must have the same number of samples. (Leading array axis)\"\n",
    "        )\n",
    "\n",
    "    n_samples = n_samples_list[0]\n",
    "\n",
    "    n_batches = int(jnp.ceil(n_samples / batch_size))\n",
    "\n",
    "    permutation = jax.random.permutation(key, n_samples)\n",
    "\n",
    "    for batch_id in range(n_batches):\n",
    "        start = batch_id * batch_size\n",
    "        end = min((batch_id + 1) * batch_size, n_samples)\n",
    "\n",
    "        batch_indices = permutation[start:end]\n",
    "\n",
    "        sub_data = jtu.tree_map(lambda a: a[batch_indices], data)\n",
    "\n",
    "        yield sub_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "188353\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5c3fbfd9cd1946eaa21bbbe21e02bcca",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Training loop\n",
    "\n",
    "poisson_solver_unet = UNet(1, 1, 1, 32, 2, jax.nn.relu, key=jax.random.PRNGKey(0))\n",
    "\n",
    "parameter_count = count_parameters(poisson_solver_unet)\n",
    "print(parameter_count)\n",
    "\n",
    "optimizer = optax.adam(3e-4)\n",
    "opt_state = optimizer.init(eqx.filter(poisson_solver_unet, eqx.is_array))\n",
    "\n",
    "def loss_fn(model, x, y):\n",
    "    y_pred = jax.vmap(model)(x)\n",
    "    mse = jnp.mean(jnp.square(y_pred - y))\n",
    "    return mse\n",
    "\n",
    "@eqx.filter_jit\n",
    "def update_fn(model, state, x, y):\n",
    "    loss, grad = eqx.filter_value_and_grad(loss_fn)(model, x, y)\n",
    "    updates, new_state = optimizer.update(grad, state, model)\n",
    "    new_model = eqx.apply_updates(model, updates)\n",
    "    return new_model, new_state, loss\n",
    "\n",
    "loss_history = []\n",
    "shuffle_key = jax.random.PRNGKey(151)\n",
    "for epoch in tqdm(range(100)):\n",
    "    shuffle_key, subkey = jax.random.split(shuffle_key)\n",
    "\n",
    "    for batch in dataloader((train_x, train_y), batch_size=32, key=subkey):\n",
    "        poisson_solver_unet, opt_state, loss = update_fn(\n",
    "            poisson_solver_unet, opt_state, *batch,\n",
    "        )\n",
    "        loss_history.append(loss)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f9f86323160>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.semilogy(loss_history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9f8483ba30>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BATCH_I = 5\n",
    "plt.plot(grid, test_x[BATCH_I, 0], label=\"force field\")\n",
    "plt.plot(grid, test_y[BATCH_I, 0], label=\"gt displacement field\")\n",
    "plt.plot(grid, poisson_solver_unet(test_x[BATCH_I])[0], label=\"prediction\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalized_l2_norm(pred, ref):\n",
    "    diff_norm = jnp.linalg.norm(pred - ref)\n",
    "    ref_norm = jnp.linalg.norm(ref)\n",
    "    return diff_norm / ref_norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_predictions = jax.vmap(poisson_solver_unet)(test_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_errors = jax.vmap(normalized_l2_norm)(test_predictions, test_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200,)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_errors.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Array(0.00631606, dtype=float32), Array(0.00108711, dtype=float32))"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jnp.mean(test_errors), jnp.std(test_errors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
